Overview

Dataset info

Number of variables80
Number of observations1459
Missing cells7000 (6.0%)
Duplicate rows0 (0.0%)
Total size in memory912.0 KiB
Average record size in memory640.1 B

Variables types

Numeric33
Categorical45
Boolean1
Date0
URL0
Text (Unique)0
Rejected1
Unsupported0

Warnings

2ndFlrSF has 839 (57.5%) zeros Zeros
3SsnPorch has 1446 (99.1%) zeros Zeros
Alley has 1352 (92.7%) missing values Missing
BsmtCond has 45 (3.1%) missing values Missing
BsmtExposure has 44 (3.0%) missing values Missing
BsmtFinSF1 has 462 (31.7%) zeros Zeros
BsmtFinSF2 has 1278 (87.6%) zeros Zeros
BsmtFinType1 has 42 (2.9%) missing values Missing
BsmtFinType2 has 42 (2.9%) missing values Missing
BsmtQual has 44 (3.0%) missing values Missing
BsmtUnfSF has 123 (8.4%) zeros Zeros
EnclosedPorch has 1208 (82.8%) zeros Zeros
Fence has 1169 (80.1%) missing values Missing
FireplaceQu has 730 (50.0%) missing values Missing
Fireplaces has 730 (50.0%) zeros Zeros
GarageArea has 76 (5.2%) zeros Zeros
GarageCars has 76 (5.2%) zeros Zeros
GarageCond has 78 (5.3%) missing values Missing
GarageFinish has 78 (5.3%) missing values Missing
GarageQual has 78 (5.3%) missing values Missing
GarageType has 76 (5.2%) missing values Missing
GarageYrBlt has 78 (5.3%) missing values Missing
LotFrontage has 227 (15.6%) missing values Missing
LowQualFinSF has 1445 (99.0%) zeros Zeros
MasVnrArea has 877 (60.1%) zeros Zeros
MasVnrArea has 15 (1.0%) missing values Missing
MasVnrType has 16 (1.1%) missing values Missing
MiscFeature has 1408 (96.5%) missing values Missing
MiscVal is highly skewed (γ1 = 20.075) Skewed
MiscVal has 1408 (96.5%) zeros Zeros
OpenPorchSF has 642 (44.0%) zeros Zeros
PoolArea is highly skewed (γ1 = 20.197) Skewed
PoolArea has 1453 (99.6%) zeros Zeros
PoolQC has 1456 (99.8%) missing values Missing
ScreenPorch has 1319 (90.4%) zeros Zeros
TotalBsmtSF has 41 (2.8%) zeros Zeros
Utilities has constant value "AllPub" Rejected
WoodDeckSF has 762 (52.2%) zeros Zeros

Variables

1stFlrSF
Numeric

Distinct count789
Unique (%)54.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1156.5
Minimum407
Maximum5095
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum407
5-th percentile630
Q1873.5
Median1079
Q31382.5
95-th percentile1829.1
Maximum5095
Range4688
Interquartile range509

Descriptive statistics

Standard deviation398.17
Coef of variation0.34427
Kurtosis8.0539
Mean1156.5
MAD306.3
Skewness1.5582
Sum1.6874e+06
Variance1.5854e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 407. 543. 547. 599.5 724. ... 1697. 1850.5 2075. 2711. 5095. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
864 21 1.4%
 
546 12 0.8%
 
1040 12 0.8%
 
960 11 0.8%
 
936 10 0.7%
 
816 9 0.6%
 
1008 8 0.5%
 
768 8 0.5%
 
1072 7 0.5%
 
1152 7 0.5%
 
Other values (779) 1354 92.8%
 

Minimum 5 values

ValueCountFrequency (%) 
407 1 0.1%
 
432 1 0.1%
 
442 1 0.1%
 
448 1 0.1%
 
453 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5095 1 0.1%
 
3820 1 0.1%
 
2726 1 0.1%
 
2696 1 0.1%
 
2674 1 0.1%
 

2ndFlrSF
Numeric

Distinct count407
Unique (%)27.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean325.97
Minimum0
Maximum1862
Zeros (%)57.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3676
95-th percentile1116.8
Maximum1862
Range1862
Interquartile range676

Descriptive statistics

Standard deviation420.61
Coef of variation1.2903
Kurtosis-0.27544
Mean325.97
MAD376.87
Skewness0.91288
Sum4.7559e+05
Variance1.7691e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 62.5 310. 503. 504.5 545. 547. 928.5 1413.5 1862. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 839 57.5%
 
546 15 1.0%
 
728 8 0.5%
 
504 8 0.5%
 
886 7 0.5%
 
600 6 0.4%
 
720 6 0.4%
 
672 5 0.3%
 
462 5 0.3%
 
630 5 0.3%
 
Other values (397) 555 38.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 839 57.5%
 
125 1 0.1%
 
144 1 0.1%
 
180 1 0.1%
 
182 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1862 1 0.1%
 
1836 1 0.1%
 
1788 1 0.1%
 
1778 1 0.1%
 
1721 1 0.1%
 

3SsnPorch
Numeric

Distinct count13
Unique (%)0.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.7944
Minimum0
Maximum360
Zeros (%)99.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum360
Range360
Interquartile range0

Descriptive statistics

Standard deviation20.208
Coef of variation11.262
Kurtosis170.2
Mean1.7944
MAD3.5568
Skewness12.524
Sum2618
Variance408.36
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 43. 360.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1446 99.1%
 
153 2 0.1%
 
360 1 0.1%
 
323 1 0.1%
 
255 1 0.1%
 
225 1 0.1%
 
224 1 0.1%
 
219 1 0.1%
 
176 1 0.1%
 
174 1 0.1%
 
Other values (3) 3 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1446 99.1%
 
86 1 0.1%
 
120 1 0.1%
 
150 1 0.1%
 
153 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
360 1 0.1%
 
323 1 0.1%
 
255 1 0.1%
 
225 1 0.1%
 
224 1 0.1%
 

Alley
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)92.7%
Missing (n)1352
Grvl
 
70
Pave
 
37
(Missing)
1352
ValueCountFrequency (%) 
Grvl 70 4.8%
 
Pave 37 2.5%
 
(Missing) 1352 92.7%
 
Max length4
Mean length3.0733
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BedroomAbvGr
Numeric

Distinct count7
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.854
Minimum0
Maximum6
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q12
Median3
Q33
95-th percentile4
Maximum6
Range6
Interquartile range1

Descriptive statistics

Standard deviation0.82979
Coef of variation0.29074
Kurtosis1.686
Mean2.854
MAD0.59206
Skewness0.43662
Sum4164
Variance0.68855
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 792 54.3%
 
2 384 26.3%
 
4 187 12.8%
 
1 53 3.6%
 
5 27 1.9%
 
6 14 1.0%
 
0 2 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2 0.1%
 
1 53 3.6%
 
2 384 26.3%
 
3 792 54.3%
 
4 187 12.8%
 

Maximum 5 values

ValueCountFrequency (%) 
6 14 1.0%
 
5 27 1.9%
 
4 187 12.8%
 
3 792 54.3%
 
2 384 26.3%
 

BldgType
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
1Fam
1205
TwnhsE
 
113
Duplex
 
57
Other values (2)
 
84
ValueCountFrequency (%) 
1Fam 1205 82.6%
 
TwnhsE 113 7.7%
 
Duplex 57 3.9%
 
Twnhs 53 3.6%
 
2fmCon 31 2.1%
 
Max length6
Mean length4.3119
Min length4
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

BsmtCond
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)3.1%
Missing (n)45
TA
1295
Fa
 
59
Gd
 
57
(Missing)
 
45
ValueCountFrequency (%) 
TA 1295 88.8%
 
Fa 59 4.0%
 
Gd 57 3.9%
 
Po 3 0.2%
 
(Missing) 45 3.1%
 
Max length3
Mean length2.0308
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtExposure
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)3.0%
Missing (n)44
No
951
Av
197
Gd
 
142
ValueCountFrequency (%) 
No 951 65.2%
 
Av 197 13.5%
 
Gd 142 9.7%
 
Mn 125 8.6%
 
(Missing) 44 3.0%
 
Max length3
Mean length2.0302
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtFinSF1
Numeric

Distinct count670
Unique (%)45.9%
Missing (%)0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean439.2
Minimum0
Maximum4010
Zeros (%)31.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median350.5
Q3753.5
95-th percentile1290.6
Maximum4010
Range4010
Interquartile range753.5

Descriptive statistics

Standard deviation455.27
Coef of variation1.0366
Kurtosis2.673
Mean439.2
MAD374.37
Skewness1.1657
Sum6.4036e+05
Variance2.0727e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 462 31.7%
 
24 15 1.0%
 
602 6 0.4%
 
276 6 0.4%
 
288 5 0.3%
 
16 5 0.3%
 
758 5 0.3%
 
300 5 0.3%
 
476 4 0.3%
 
252 4 0.3%
 
Other values (659) 941 64.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 462 31.7%
 
16 5 0.3%
 
20 3 0.2%
 
24 15 1.0%
 
28 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4010 1 0.1%
 
2288 1 0.1%
 
2257 1 0.1%
 
2158 1 0.1%
 
2146 1 0.1%
 

BsmtFinSF2
Numeric

Distinct count162
Unique (%)11.1%
Missing (%)0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean52.619
Minimum0
Maximum1526
Zeros (%)87.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile448.15
Maximum1526
Range1526
Interquartile range0

Descriptive statistics

Standard deviation176.75
Coef of variation3.3591
Kurtosis17.667
Mean52.619
MAD92.449
Skewness4.0413
Sum76719
Variance31242
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1278 87.6%
 
294 3 0.2%
 
483 3 0.2%
 
162 3 0.2%
 
144 2 0.1%
 
247 2 0.1%
 
435 2 0.1%
 
288 2 0.1%
 
590 2 0.1%
 
596 2 0.1%
 
Other values (151) 159 10.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1278 87.6%
 
6 1 0.1%
 
12 1 0.1%
 
38 1 0.1%
 
40 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1526 1 0.1%
 
1393 1 0.1%
 
1164 1 0.1%
 
1083 1 0.1%
 
1073 1 0.1%
 

BsmtFinType1
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)2.9%
Missing (n)42
GLQ
431
Unf
421
ALQ
209
Other values (3)
356
ValueCountFrequency (%) 
GLQ 431 29.5%
 
Unf 421 28.9%
 
ALQ 209 14.3%
 
Rec 155 10.6%
 
BLQ 121 8.3%
 
LwQ 80 5.5%
 
(Missing) 42 2.9%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtFinType2
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)2.9%
Missing (n)42
Unf
1237
Rec
 
51
LwQ
 
41
Other values (3)
 
88
(Missing)
 
42
ValueCountFrequency (%) 
Unf 1237 84.8%
 
Rec 51 3.5%
 
LwQ 41 2.8%
 
BLQ 35 2.4%
 
ALQ 33 2.3%
 
GLQ 20 1.4%
 
(Missing) 42 2.9%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtFullBath
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.1%
Missing (n)2
0
849
1
584
2
 
23
(Missing)
 
2
ValueCountFrequency (%) 
0 849 58.2%
 
1 584 40.0%
 
2 23 1.6%
 
3 1 0.1%
 
(Missing) 2 0.1%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

BsmtHalfBath
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.1%
Missing (n)2
0
1364
1
 
91
2
 
2
(Missing)
 
2
ValueCountFrequency (%) 
0 1364 93.5%
 
1 91 6.2%
 
2 2 0.1%
 
(Missing) 2 0.1%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

BsmtQual
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)3.0%
Missing (n)44
TA
634
Gd
591
Ex
137
ValueCountFrequency (%) 
TA 634 43.5%
 
Gd 591 40.5%
 
Ex 137 9.4%
 
Fa 53 3.6%
 
(Missing) 44 3.0%
 
Max length3
Mean length2.0302
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtUnfSF
Numeric

Distinct count794
Unique (%)54.4%
Missing (%)0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean554.29
Minimum0
Maximum2140
Zeros (%)8.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1219.25
Median460
Q3797.75
95-th percentile1488.4
Maximum2140
Range2140
Interquartile range578.5

Descriptive statistics

Standard deviation437.26
Coef of variation0.78886
Kurtosis0.33254
Mean554.29
MAD349.7
Skewness0.91992
Sum8.0816e+05
Variance1.912e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 123 8.4%
 
384 11 0.8%
 
624 8 0.5%
 
348 7 0.5%
 
100 7 0.5%
 
738 7 0.5%
 
480 7 0.5%
 
672 7 0.5%
 
816 6 0.4%
 
294 6 0.4%
 
Other values (783) 1269 87.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 123 8.4%
 
17 1 0.1%
 
20 1 0.1%
 
22 1 0.1%
 
25 3 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
2140 1 0.1%
 
2062 1 0.1%
 
1967 1 0.1%
 
1958 1 0.1%
 
1921 1 0.1%
 

CentralAir
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Y
1358
N
 
101
ValueCountFrequency (%) 
Y 1358 93.1%
 
N 101 6.9%
 

Condition1
Categorical

Distinct count9
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Norm
1251
Feedr
 
83
Artery
 
44
Other values (6)
 
81
ValueCountFrequency (%) 
Norm 1251 85.7%
 
Feedr 83 5.7%
 
Artery 44 3.0%
 
RRAn 24 1.6%
 
PosN 20 1.4%
 
RRAe 17 1.2%
 
PosA 12 0.8%
 
RRNn 4 0.3%
 
RRNe 4 0.3%
 
Max length6
Mean length4.1172
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Condition2
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Norm
1444
Feedr
 
7
PosA
 
3
Other values (2)
 
5
ValueCountFrequency (%) 
Norm 1444 99.0%
 
Feedr 7 0.5%
 
PosA 3 0.2%
 
Artery 3 0.2%
 
PosN 2 0.1%
 
Max length6
Mean length4.0089
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Electrical
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
SBrkr
1337
FuseA
 
94
FuseF
 
23
ValueCountFrequency (%) 
SBrkr 1337 91.6%
 
FuseA 94 6.4%
 
FuseF 23 1.6%
 
FuseP 5 0.3%
 
Max length5
Mean length5
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

EnclosedPorch
Numeric

Distinct count131
Unique (%)9.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean24.243
Minimum0
Maximum1012
Zeros (%)82.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile169.1
Maximum1012
Range1012
Interquartile range0

Descriptive statistics

Standard deviation67.228
Coef of variation2.773
Kurtosis40.129
Mean24.243
MAD40.173
Skewness4.6692
Sum35371
Variance4519.6
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 8. 23.5 167.5 168.5 248.5 366. 1012. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1208 82.8%
 
96 7 0.5%
 
168 7 0.5%
 
112 7 0.5%
 
84 6 0.4%
 
144 6 0.4%
 
192 5 0.3%
 
60 5 0.3%
 
180 5 0.3%
 
160 5 0.3%
 
Other values (121) 198 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1208 82.8%
 
16 1 0.1%
 
18 1 0.1%
 
20 1 0.1%
 
23 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1012 1 0.1%
 
584 1 0.1%
 
432 1 0.1%
 
429 1 0.1%
 
368 1 0.1%
 

ExterCond
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
TA
1256
Gd
 
153
Fa
 
39
Other values (2)
 
11
ValueCountFrequency (%) 
TA 1256 86.1%
 
Gd 153 10.5%
 
Fa 39 2.7%
 
Ex 9 0.6%
 
Po 2 0.1%
 
Max length2
Mean length2
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Exterior1st
Categorical

Distinct count14
Unique (%)1.0%
Missing (%)0.1%
Missing (n)1
VinylSd
510
MetalSd
230
HdBoard
220
Other values (10)
498
ValueCountFrequency (%) 
VinylSd 510 35.0%
 
MetalSd 230 15.8%
 
HdBoard 220 15.1%
 
Wd Sdng 205 14.1%
 
Plywood 113 7.7%
 
CemntBd 65 4.5%
 
BrkFace 37 2.5%
 
WdShing 30 2.1%
 
AsbShng 24 1.6%
 
Stucco 18 1.2%
 
Other values (3) 6 0.4%
 
Max length7
Mean length6.9842
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Exterior2nd
Categorical

Distinct count16
Unique (%)1.1%
Missing (%)0.1%
Missing (n)1
VinylSd
510
MetalSd
233
HdBoard
199
Other values (12)
516
ValueCountFrequency (%) 
VinylSd 510 35.0%
 
MetalSd 233 16.0%
 
HdBoard 199 13.6%
 
Wd Sdng 194 13.3%
 
Plywood 128 8.8%
 
CmentBd 66 4.5%
 
Wd Shng 43 2.9%
 
BrkFace 22 1.5%
 
Stucco 21 1.4%
 
AsbShng 18 1.2%
 
Other values (5) 24 1.6%
 
Max length7
Mean length6.9801
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

ExterQual
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
TA
892
Gd
491
Ex
 
55
ValueCountFrequency (%) 
TA 892 61.1%
 
Gd 491 33.7%
 
Ex 55 3.8%
 
Fa 21 1.4%
 
Max length2
Mean length2
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Fence
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)80.1%
Missing (n)1169
MnPrv
 
172
GdPrv
 
59
GdWo
 
58
(Missing)
1169
ValueCountFrequency (%) 
MnPrv 172 11.8%
 
GdPrv 59 4.0%
 
GdWo 58 4.0%
 
MnWw 1 0.1%
 
(Missing) 1169 80.1%
 
Max length5
Mean length3.3571
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

FireplaceQu
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)50.0%
Missing (n)730
Gd
364
TA
279
Fa
 
41
Other values (2)
 
45
(Missing)
730
ValueCountFrequency (%) 
Gd 364 24.9%
 
TA 279 19.1%
 
Fa 41 2.8%
 
Po 26 1.8%
 
Ex 19 1.3%
 
(Missing) 730 50.0%
 
Max length3
Mean length2.5003
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Fireplaces
Numeric

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.58122
Minimum0
Maximum4
Zeros (%)50.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum4
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.64742
Coef of variation1.1139
Kurtosis0.38733
Mean0.58122
MAD0.58162
Skewness0.81986
Sum848
Variance0.41915
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 730 50.0%
 
1 618 42.4%
 
2 104 7.1%
 
3 6 0.4%
 
4 1 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 730 50.0%
 
1 618 42.4%
 
2 104 7.1%
 
3 6 0.4%
 
4 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 1 0.1%
 
3 6 0.4%
 
2 104 7.1%
 
1 618 42.4%
 
0 730 50.0%
 

Foundation
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
PConc
661
CBlock
601
BrkTil
165
Other values (3)
 
32
ValueCountFrequency (%) 
PConc 661 45.3%
 
CBlock 601 41.2%
 
BrkTil 165 11.3%
 
Slab 25 1.7%
 
Stone 5 0.3%
 
Wood 2 0.1%
 
Max length6
Mean length5.5065
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

FullBath
Numeric

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.5709
Minimum0
Maximum4
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q11
Median2
Q32
95-th percentile2
Maximum4
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.55519
Coef of variation0.35341
Kurtosis-0.23234
Mean1.5709
MAD0.52222
Skewness0.29584
Sum2292
Variance0.30824
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
2 762 52.2%
 
1 659 45.2%
 
3 31 2.1%
 
4 4 0.3%
 
0 3 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 0.2%
 
1 659 45.2%
 
2 762 52.2%
 
3 31 2.1%
 
4 4 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
4 4 0.3%
 
3 31 2.1%
 
2 762 52.2%
 
1 659 45.2%
 
0 3 0.2%
 

Functional
Categorical

Distinct count8
Unique (%)0.5%
Missing (%)0.1%
Missing (n)2
Typ
1357
Min2
 
36
Min1
 
34
Other values (4)
 
30
ValueCountFrequency (%) 
Typ 1357 93.0%
 
Min2 36 2.5%
 
Min1 34 2.3%
 
Mod 20 1.4%
 
Maj1 5 0.3%
 
Maj2 4 0.3%
 
Sev 1 0.1%
 
(Missing) 2 0.1%
 
Max length4
Mean length3.0541
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

GarageArea
Numeric

Distinct count460
Unique (%)31.5%
Missing (%)0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean472.77
Minimum0
Maximum1488
Zeros (%)5.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1318
Median480
Q3576
95-th percentile864
Maximum1488
Range1488
Interquartile range258

Descriptive statistics

Standard deviation217.05
Coef of variation0.4591
Kurtosis0.96685
Mean472.77
MAD162.68
Skewness0.30024
Sum6.893e+05
Variance47110
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 76 5.2%
 
576 50 3.4%
 
440 47 3.2%
 
484 34 2.3%
 
400 33 2.3%
 
528 32 2.2%
 
240 31 2.1%
 
480 30 2.1%
 
308 28 1.9%
 
264 27 1.9%
 
Other values (449) 1070 73.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 76 5.2%
 
100 1 0.1%
 
160 1 0.1%
 
162 2 0.1%
 
164 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1488 1 0.1%
 
1348 1 0.1%
 
1314 1 0.1%
 
1231 1 0.1%
 
1200 1 0.1%
 

GarageCars
Numeric

Distinct count7
Unique (%)0.5%
Missing (%)0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean1.7661
Minimum0
Maximum5
Zeros (%)5.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median2
Q32
95-th percentile3
Maximum5
Range5
Interquartile range1

Descriptive statistics

Standard deviation0.77595
Coef of variation0.43935
Kurtosis0.24961
Mean1.7661
MAD0.61184
Skewness-0.10714
Sum2575
Variance0.60209
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
2 770 52.8%
 
1 407 27.9%
 
3 193 13.2%
 
0 76 5.2%
 
4 11 0.8%
 
5 1 0.1%
 
(Missing) 1 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 76 5.2%
 
1 407 27.9%
 
2 770 52.8%
 
3 193 13.2%
 
4 11 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1 0.1%
 
4 11 0.8%
 
3 193 13.2%
 
2 770 52.8%
 
1 407 27.9%
 

GarageCond
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)5.3%
Missing (n)78
TA
1328
Fa
 
39
Po
 
7
Other values (2)
 
7
(Missing)
 
78
ValueCountFrequency (%) 
TA 1328 91.0%
 
Fa 39 2.7%
 
Po 7 0.5%
 
Gd 6 0.4%
 
Ex 1 0.1%
 
(Missing) 78 5.3%
 
Max length3
Mean length2.0535
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

GarageFinish
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)5.3%
Missing (n)78
Unf
625
RFn
389
Fin
367
(Missing)
 
78
ValueCountFrequency (%) 
Unf 625 42.8%
 
RFn 389 26.7%
 
Fin 367 25.2%
 
(Missing) 78 5.3%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

GarageQual
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)5.3%
Missing (n)78
TA
1293
Fa
 
76
Gd
 
10
(Missing)
 
78
ValueCountFrequency (%) 
TA 1293 88.6%
 
Fa 76 5.2%
 
Gd 10 0.7%
 
Po 2 0.1%
 
(Missing) 78 5.3%
 
Max length3
Mean length2.0535
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

GarageType
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)5.2%
Missing (n)76
Attchd
853
Detchd
392
BuiltIn
 
98
Other values (3)
 
40
(Missing)
 
76
ValueCountFrequency (%) 
Attchd 853 58.5%
 
Detchd 392 26.9%
 
BuiltIn 98 6.7%
 
2Types 17 1.2%
 
Basment 17 1.2%
 
CarPort 6 0.4%
 
(Missing) 76 5.2%
 
Max length7
Mean length5.9267
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

GarageYrBlt
Numeric

Distinct count98
Unique (%)6.7%
Missing (%)5.3%
Missing (n)78
Infinite (%)0.0%
Infinite (n)0
Mean1977.7
Minimum1895
Maximum2207
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1895
5-th percentile1926
Q11959
Median1979
Q32002
95-th percentile2007
Maximum2207
Range312
Interquartile range43

Descriptive statistics

Standard deviation26.431
Coef of variation0.013364
Kurtosis3.4979
Mean1977.7
MAD21.847
Skewness-0.15836
Sum2.7312e+06
Variance698.61
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2005 77 5.3%
 
2007 66 4.5%
 
2006 56 3.8%
 
2004 46 3.2%
 
2003 42 2.9%
 
2008 32 2.2%
 
1977 31 2.1%
 
2000 28 1.9%
 
2002 27 1.9%
 
1950 27 1.9%
 
Other values (87) 949 65.0%
 
(Missing) 78 5.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1895 1 0.1%
 
1896 1 0.1%
 
1900 5 0.3%
 
1910 7 0.5%
 
1915 5 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
2207 1 0.1%
 
2010 2 0.1%
 
2009 8 0.5%
 
2008 32 2.2%
 
2007 66 4.5%
 

GrLivArea
Numeric

Distinct count879
Unique (%)60.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1486
Minimum407
Maximum5095
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum407
5-th percentile864
Q11117.5
Median1432
Q31721
95-th percentile2461.3
Maximum5095
Range4688
Interquartile range603.5

Descriptive statistics

Standard deviation485.57
Coef of variation0.32675
Kurtosis2.9203
Mean1486
MAD371.21
Skewness1.1304
Sum2.1681e+06
Variance2.3577e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 407. 635. 788. 862.5 864.5 ... 1697. 1840. 2069.5 2847.5 5095. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
864 19 1.3%
 
1092 18 1.2%
 
1040 11 0.8%
 
1456 10 0.7%
 
936 9 0.6%
 
1200 9 0.6%
 
960 7 0.5%
 
1152 6 0.4%
 
1728 6 0.4%
 
1358 6 0.4%
 
Other values (869) 1358 93.1%
 

Minimum 5 values

ValueCountFrequency (%) 
407 1 0.1%
 
492 1 0.1%
 
498 1 0.1%
 
540 1 0.1%
 
572 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5095 1 0.1%
 
3820 1 0.1%
 
3672 1 0.1%
 
3500 1 0.1%
 
3390 1 0.1%
 

HalfBath
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
0
921
1
525
2
 
13
ValueCountFrequency (%) 
0 921 63.1%
 
1 525 36.0%
 
2 13 0.9%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Heating
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
GasA
1446
GasW
 
9
Grav
 
2
ValueCountFrequency (%) 
GasA 1446 99.1%
 
GasW 9 0.6%
 
Grav 2 0.1%
 
Wall 2 0.1%
 
Max length4
Mean length4
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

HeatingQC
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Ex
752
TA
429
Gd
233
Other values (2)
 
45
ValueCountFrequency (%) 
Ex 752 51.5%
 
TA 429 29.4%
 
Gd 233 16.0%
 
Fa 43 2.9%
 
Po 2 0.1%
 
Max length2
Mean length2
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

HouseStyle
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
1Story
745
2Story
427
1.5Fin
160
Other values (4)
 
127
ValueCountFrequency (%) 
1Story 745 51.1%
 
2Story 427 29.3%
 
1.5Fin 160 11.0%
 
SLvl 63 4.3%
 
SFoyer 46 3.2%
 
2.5Unf 13 0.9%
 
1.5Unf 5 0.3%
 
Max length6
Mean length5.9136
Min length4
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Id
Numeric

Distinct count1459
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2190
Minimum1461
Maximum2919
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1461
5-th percentile1533.9
Q11825.5
Median2190
Q32554.5
95-th percentile2846.1
Maximum2919
Range1458
Interquartile range729

Descriptive statistics

Standard deviation421.32
Coef of variation0.19238
Kurtosis-1.2
Mean2190
MAD364.75
Skewness0
Sum3.1952e+06
Variance1.7751e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1461. 2919.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 0.1%
 
2526 1 0.1%
 
2528 1 0.1%
 
2529 1 0.1%
 
2530 1 0.1%
 
2531 1 0.1%
 
2532 1 0.1%
 
2533 1 0.1%
 
2534 1 0.1%
 
2535 1 0.1%
 
Other values (1449) 1449 99.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1461 1 0.1%
 
1462 1 0.1%
 
1463 1 0.1%
 
1464 1 0.1%
 
1465 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2919 1 0.1%
 
2918 1 0.1%
 
2917 1 0.1%
 
2916 1 0.1%
 
2915 1 0.1%
 

KitchenAbvGr
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
1
1393
2
 
64
0
 
2
ValueCountFrequency (%) 
1 1393 95.5%
 
2 64 4.4%
 
0 2 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

KitchenQual
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.1%
Missing (n)1
TA
757
Gd
565
Ex
 
105
ValueCountFrequency (%) 
TA 757 51.9%
 
Gd 565 38.7%
 
Ex 105 7.2%
 
Fa 31 2.1%
 
(Missing) 1 0.1%
 
Max length3
Mean length2.0007
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

LandContour
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Lvl
1311
HLS
 
70
Bnk
 
54
ValueCountFrequency (%) 
Lvl 1311 89.9%
 
HLS 70 4.8%
 
Bnk 54 3.7%
 
Low 24 1.6%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

LandSlope
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Gtl
1396
Mod
 
60
Sev
 
3
ValueCountFrequency (%) 
Gtl 1396 95.7%
 
Mod 60 4.1%
 
Sev 3 0.2%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

LotArea
Numeric

Distinct count1106
Unique (%)75.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9819.2
Minimum1470
Maximum56600
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1470
5-th percentile3085.5
Q17391
Median9399
Q311518
95-th percentile16873
Maximum56600
Range55130
Interquartile range4126.5

Descriptive statistics

Standard deviation4955.5
Coef of variation0.50468
Kurtosis20.747
Mean9819.2
MAD3112.1
Skewness3.1152
Sum1.4326e+07
Variance2.4557e+07
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1470. 5988. 6000.5 6989. 7021.5 ... 13261. 14456.5 18270. 24246. 56600. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9600 20 1.4%
 
7200 18 1.2%
 
6000 17 1.2%
 
9000 15 1.0%
 
7500 12 0.8%
 
10800 11 0.8%
 
6240 10 0.7%
 
7000 9 0.6%
 
6120 9 0.6%
 
1680 8 0.5%
 
Other values (1096) 1330 91.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1470 1 0.1%
 
1476 1 0.1%
 
1477 1 0.1%
 
1484 1 0.1%
 
1488 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
56600 1 0.1%
 
51974 1 0.1%
 
50102 1 0.1%
 
47280 1 0.1%
 
47007 1 0.1%
 

LotConfig
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Inside
1081
Corner
248
CulDSac
 
82
Other values (2)
 
48
ValueCountFrequency (%) 
Inside 1081 74.1%
 
Corner 248 17.0%
 
CulDSac 82 5.6%
 
FR2 38 2.6%
 
FR3 10 0.7%
 
Max length7
Mean length5.9575
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

LotFrontage
Numeric

Distinct count116
Unique (%)8.0%
Missing (%)15.6%
Missing (n)227
Infinite (%)0.0%
Infinite (n)0
Mean68.58
Minimum21
Maximum200
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum21
5-th percentile27.1
Q158
Median67
Q380
95-th percentile107.45
Maximum200
Range179
Interquartile range22

Descriptive statistics

Standard deviation22.377
Coef of variation0.32629
Kurtosis2.5872
Mean68.58
MAD16.48
Skewness0.66192
Sum84491
Variance500.72
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
60 133 9.1%
 
80 68 4.7%
 
70 63 4.3%
 
50 60 4.1%
 
75 52 3.6%
 
65 49 3.4%
 
85 36 2.5%
 
24 30 2.1%
 
63 30 2.1%
 
21 27 1.9%
 
Other values (105) 684 46.9%
 
(Missing) 227 15.6%
 

Minimum 5 values

ValueCountFrequency (%) 
21 27 1.9%
 
22 1 0.1%
 
24 30 2.1%
 
25 1 0.1%
 
26 3 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
200 1 0.1%
 
195 1 0.1%
 
160 2 0.1%
 
155 1 0.1%
 
150 1 0.1%
 

LotShape
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Reg
934
IR1
484
IR2
 
35
ValueCountFrequency (%) 
Reg 934 64.0%
 
IR1 484 33.2%
 
IR2 35 2.4%
 
IR3 6 0.4%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

LowQualFinSF
Numeric

Distinct count15
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.5435
Minimum0
Maximum1064
Zeros (%)99.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum1064
Range1064
Interquartile range0

Descriptive statistics

Standard deviation44.043
Coef of variation12.429
Kurtosis308.68
Mean3.5435
MAD7.019
Skewness16.167
Sum5170
Variance1939.8
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 40. 1064.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1445 99.0%
 
1064 1 0.1%
 
697 1 0.1%
 
512 1 0.1%
 
450 1 0.1%
 
436 1 0.1%
 
431 1 0.1%
 
362 1 0.1%
 
312 1 0.1%
 
259 1 0.1%
 
Other values (5) 5 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1445 99.0%
 
80 1 0.1%
 
108 1 0.1%
 
114 1 0.1%
 
140 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1064 1 0.1%
 
697 1 0.1%
 
512 1 0.1%
 
450 1 0.1%
 
436 1 0.1%
 

MasVnrArea
Numeric

Distinct count304
Unique (%)20.8%
Missing (%)1.0%
Missing (n)15
Infinite (%)0.0%
Infinite (n)0
Mean100.71
Minimum0
Maximum1290
Zeros (%)60.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3164
95-th percentile478.95
Maximum1290
Range1290
Interquartile range164

Descriptive statistics

Standard deviation177.63
Coef of variation1.7638
Kurtosis8.3763
Mean100.71
MAD128.83
Skewness2.5334
Sum1.4542e+05
Variance31551
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 877 60.1%
 
176 10 0.7%
 
144 9 0.6%
 
120 8 0.5%
 
216 8 0.5%
 
200 7 0.5%
 
198 6 0.4%
 
504 6 0.4%
 
128 6 0.4%
 
302 6 0.4%
 
Other values (293) 501 34.3%
 
(Missing) 15 1.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 877 60.1%
 
1 1 0.1%
 
3 1 0.1%
 
14 3 0.2%
 
16 4 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1290 1 0.1%
 
1224 2 0.1%
 
1159 1 0.1%
 
1110 1 0.1%
 
1095 1 0.1%
 

MasVnrType
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)1.1%
Missing (n)16
None
878
BrkFace
434
Stone
 
121
(Missing)
 
16
ValueCountFrequency (%) 
None 878 60.2%
 
BrkFace 434 29.7%
 
Stone 121 8.3%
 
BrkCmn 10 0.7%
 
(Missing) 16 1.1%
 
Max length7
Mean length4.9781
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

MiscFeature
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)96.5%
Missing (n)1408
Shed
 
46
Gar2
 
3
Othr
 
2
(Missing)
1408
ValueCountFrequency (%) 
Shed 46 3.2%
 
Gar2 3 0.2%
 
Othr 2 0.1%
 
(Missing) 1408 96.5%
 
Max length4
Mean length3.035
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

MiscVal
Numeric

Distinct count26
Unique (%)1.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean58.168
Minimum0
Maximum17000
Zeros (%)96.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum17000
Range17000
Interquartile range0

Descriptive statistics

Standard deviation630.81
Coef of variation10.845
Kurtosis471.52
Mean58.168
MAD112.27
Skewness20.075
Sum84867
Variance3.9792e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 40. 350. 725. 2250. 17000.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1408 96.5%
 
400 7 0.5%
 
450 5 0.3%
 
500 5 0.3%
 
600 4 0.3%
 
650 3 0.2%
 
2000 3 0.2%
 
1500 3 0.2%
 
3000 2 0.1%
 
4500 2 0.1%
 
Other values (16) 17 1.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1408 96.5%
 
80 1 0.1%
 
300 1 0.1%
 
400 7 0.5%
 
420 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
17000 1 0.1%
 
12500 1 0.1%
 
6500 1 0.1%
 
4500 2 0.1%
 
3000 2 0.1%
 

MoSold
Numeric

Distinct count12
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.1042
Minimum1
Maximum12
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile2
Q14
Median6
Q38
95-th percentile11
Maximum12
Range11
Interquartile range4

Descriptive statistics

Standard deviation2.7224
Coef of variation0.44599
Kurtosis-0.5078
Mean6.1042
MAD2.161
Skewness0.18302
Sum8906
Variance7.4116
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 2.5 4.5 7.5 9.5 12. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
6 250 17.1%
 
7 212 14.5%
 
5 190 13.0%
 
4 138 9.5%
 
3 126 8.6%
 
8 111 7.6%
 
9 95 6.5%
 
10 84 5.8%
 
2 81 5.6%
 
1 64 4.4%
 
Other values (2) 108 7.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 64 4.4%
 
2 81 5.6%
 
3 126 8.6%
 
4 138 9.5%
 
5 190 13.0%
 

Maximum 5 values

ValueCountFrequency (%) 
12 45 3.1%
 
11 63 4.3%
 
10 84 5.8%
 
9 95 6.5%
 
8 111 7.6%
 

MSSubClass
Numeric

Distinct count16
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean57.378
Minimum20
Maximum190
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum20
5-th percentile20
Q120
Median50
Q370
95-th percentile160
Maximum190
Range170
Interquartile range50

Descriptive statistics

Standard deviation42.747
Coef of variation0.745
Kurtosis1.349
Mean57.378
MAD32.045
Skewness1.3467
Sum83715
Variance1827.3
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 20. 25. 35. 47.5 55. ... 135. 155. 170. 185. 190. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20 543 37.2%
 
60 276 18.9%
 
50 143 9.8%
 
120 95 6.5%
 
30 70 4.8%
 
70 68 4.7%
 
160 65 4.5%
 
80 60 4.1%
 
90 57 3.9%
 
190 31 2.1%
 
Other values (6) 51 3.5%
 

Minimum 5 values

ValueCountFrequency (%) 
20 543 37.2%
 
30 70 4.8%
 
40 2 0.1%
 
45 6 0.4%
 
50 143 9.8%
 

Maximum 5 values

ValueCountFrequency (%) 
190 31 2.1%
 
180 7 0.5%
 
160 65 4.5%
 
150 1 0.1%
 
120 95 6.5%
 

MSZoning
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.3%
Missing (n)4
RL
1114
RM
242
FV
 
74
Other values (2)
 
25
ValueCountFrequency (%) 
RL 1114 76.4%
 
RM 242 16.6%
 
FV 74 5.1%
 
C (all) 15 1.0%
 
RH 10 0.7%
 
(Missing) 4 0.3%
 
Max length7
Mean length2.0541
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Neighborhood
Categorical

Distinct count25
Unique (%)1.7%
Missing (%)0.0%
Missing (n)0
NAmes
218
OldTown
 
126
CollgCr
 
117
Other values (22)
998
ValueCountFrequency (%) 
NAmes 218 14.9%
 
OldTown 126 8.6%
 
CollgCr 117 8.0%
 
Somerst 96 6.6%
 
Edwards 94 6.4%
 
NridgHt 89 6.1%
 
Gilbert 86 5.9%
 
Sawyer 77 5.3%
 
SawyerW 66 4.5%
 
Mitchel 65 4.5%
 
Other values (15) 425 29.1%
 
Max length7
Mean length6.5058
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

OpenPorchSF
Numeric

Distinct count203
Unique (%)13.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean48.314
Minimum0
Maximum742
Zeros (%)44.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median28
Q372
95-th percentile189
Maximum742
Range742
Interquartile range72

Descriptive statistics

Standard deviation68.883
Coef of variation1.4257
Kurtosis13.011
Mean48.314
MAD48.812
Skewness2.6878
Sum70490
Variance4744.9
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 3. 15.5 23.5 30.5 ... 120.5 196. 277. 377. 742. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 642 44.0%
 
48 29 2.0%
 
32 27 1.9%
 
40 25 1.7%
 
36 23 1.6%
 
28 21 1.4%
 
24 20 1.4%
 
50 16 1.1%
 
64 15 1.0%
 
30 15 1.0%
 
Other values (193) 626 42.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 642 44.0%
 
6 1 0.1%
 
10 1 0.1%
 
11 2 0.1%
 
12 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
742 1 0.1%
 
570 1 0.1%
 
484 1 0.1%
 
444 1 0.1%
 
382 1 0.1%
 

OverallCond
Numeric

Distinct count9
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.5538
Minimum1
Maximum9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile4
Q15
Median5
Q36
95-th percentile8
Maximum9
Range8
Interquartile range1

Descriptive statistics

Standard deviation1.1137
Coef of variation0.20054
Kurtosis1.8518
Mean5.5538
MAD0.86859
Skewness0.44916
Sum8103
Variance1.2404
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[1. 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 824 56.5%
 
6 279 19.1%
 
7 185 12.7%
 
8 72 4.9%
 
4 44 3.0%
 
3 25 1.7%
 
9 19 1.3%
 
1 6 0.4%
 
2 5 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 6 0.4%
 
2 5 0.3%
 
3 25 1.7%
 
4 44 3.0%
 
5 824 56.5%
 

Maximum 5 values

ValueCountFrequency (%) 
9 19 1.3%
 
8 72 4.9%
 
7 185 12.7%
 
6 279 19.1%
 
5 824 56.5%
 

OverallQual
Numeric

Distinct count10
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.0788
Minimum1
Maximum10
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile4
Q15
Median6
Q37
95-th percentile9
Maximum10
Range9
Interquartile range2

Descriptive statistics

Standard deviation1.4368
Coef of variation0.23636
Kurtosis0.037641
Mean6.0788
MAD1.1392
Skewness0.1812
Sum8869
Variance2.0644
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 3.5 4.5 6.5 7.5 8.5 9.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 428 29.3%
 
6 357 24.5%
 
7 281 19.3%
 
8 174 11.9%
 
4 110 7.5%
 
9 64 4.4%
 
3 20 1.4%
 
10 13 0.9%
 
2 10 0.7%
 
1 2 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2 0.1%
 
2 10 0.7%
 
3 20 1.4%
 
4 110 7.5%
 
5 428 29.3%
 

Maximum 5 values

ValueCountFrequency (%) 
10 13 0.9%
 
9 64 4.4%
 
8 174 11.9%
 
7 281 19.3%
 
6 357 24.5%
 

PavedDrive
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Y
1301
N
 
126
P
 
32
ValueCountFrequency (%) 
Y 1301 89.2%
 
N 126 8.6%
 
P 32 2.2%
 
Max length1
Mean length1
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

PoolArea
Numeric

Distinct count7
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.7443
Minimum0
Maximum800
Zeros (%)99.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum800
Range800
Interquartile range0

Descriptive statistics

Standard deviation30.492
Coef of variation17.48
Kurtosis445.66
Mean1.7443
MAD3.4743
Skewness20.197
Sum2545
Variance929.74
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[ 0. 72. 800.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1453 99.6%
 
800 1 0.1%
 
561 1 0.1%
 
444 1 0.1%
 
368 1 0.1%
 
228 1 0.1%
 
144 1 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1453 99.6%
 
144 1 0.1%
 
228 1 0.1%
 
368 1 0.1%
 
444 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
800 1 0.1%
 
561 1 0.1%
 
444 1 0.1%
 
368 1 0.1%
 
228 1 0.1%
 

PoolQC
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)99.8%
Missing (n)1456
Ex
 
2
Gd
 
1
(Missing)
1456
ValueCountFrequency (%) 
Ex 2 0.1%
 
Gd 1 0.1%
 
(Missing) 1456 99.8%
 
Max length3
Mean length2.9979
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

RoofMatl
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
CompShg
1442
Tar&Grv
 
12
WdShake
 
4
ValueCountFrequency (%) 
CompShg 1442 98.8%
 
Tar&Grv 12 0.8%
 
WdShake 4 0.3%
 
WdShngl 1 0.1%
 
Max length7
Mean length7
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsTrue

RoofStyle
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Gable
1169
Hip
265
Gambrel
 
11
Other values (3)
 
14
ValueCountFrequency (%) 
Gable 1169 80.1%
 
Hip 265 18.2%
 
Gambrel 11 0.8%
 
Flat 7 0.5%
 
Mansard 4 0.3%
 
Shed 3 0.2%
 
Max length7
Mean length4.6504
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

SaleCondition
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Normal
1204
Partial
 
120
Abnorml
 
89
Other values (3)
 
46
ValueCountFrequency (%) 
Normal 1204 82.5%
 
Partial 120 8.2%
 
Abnorml 89 6.1%
 
Family 26 1.8%
 
Alloca 12 0.8%
 
AdjLand 8 0.5%
 
Max length7
Mean length6.1487
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

SaleType
Categorical

Distinct count10
Unique (%)0.7%
Missing (%)0.1%
Missing (n)1
WD
1258
New
 
117
COD
 
44
Other values (6)
 
39
ValueCountFrequency (%) 
WD 1258 86.2%
 
New 117 8.0%
 
COD 44 3.0%
 
ConLD 17 1.2%
 
CWD 8 0.5%
 
ConLI 4 0.3%
 
Oth 4 0.3%
 
Con 3 0.2%
 
ConLw 3 0.2%
 
(Missing) 1 0.1%
 
Max length5
Mean length2.1707
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

ScreenPorch
Numeric

Distinct count75
Unique (%)5.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean17.064
Minimum0
Maximum576
Zeros (%)90.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile162.2
Maximum576
Range576
Interquartile range0

Descriptive statistics

Standard deviation56.61
Coef of variation3.3174
Kurtosis17.24
Mean17.064
MAD30.854
Skewness3.7882
Sum24897
Variance3204.7
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 32. 86. 143. 144.5 229.5 305. 576. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1319 90.4%
 
144 10 0.7%
 
168 7 0.5%
 
216 6 0.4%
 
200 5 0.3%
 
192 5 0.3%
 
120 4 0.3%
 
225 3 0.2%
 
153 3 0.2%
 
155 3 0.2%
 
Other values (65) 94 6.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1319 90.4%
 
64 1 0.1%
 
84 1 0.1%
 
88 1 0.1%
 
92 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
576 1 0.1%
 
490 1 0.1%
 
348 1 0.1%
 
342 1 0.1%
 
322 1 0.1%
 

Street
Categorical

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Pave
1453
Grvl
 
6
ValueCountFrequency (%) 
Pave 1453 99.6%
 
Grvl 6 0.4%
 
Max length4
Mean length4
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

TotalBsmtSF
Numeric

Distinct count737
Unique (%)50.5%
Missing (%)0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean1046.1
Minimum0
Maximum5095
Zeros (%)2.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile392
Q1784
Median988
Q31305
95-th percentile1782
Maximum5095
Range5095
Interquartile range521

Descriptive statistics

Standard deviation442.9
Coef of variation0.42337
Kurtosis5.2038
Mean1046.1
MAD332.86
Skewness0.81359
Sum1.5252e+06
Variance1.9616e+05
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 41 2.8%
 
864 39 2.7%
 
960 13 0.9%
 
546 12 0.8%
 
672 12 0.8%
 
384 12 0.8%
 
1008 12 0.8%
 
768 12 0.8%
 
1040 11 0.8%
 
912 11 0.8%
 
Other values (726) 1283 87.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 41 2.8%
 
160 1 0.1%
 
173 1 0.1%
 
192 1 0.1%
 
216 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5095 1 0.1%
 
2846 1 0.1%
 
2660 1 0.1%
 
2630 1 0.1%
 
2552 1 0.1%
 

TotRmsAbvGrd
Numeric

Distinct count12
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.3852
Minimum3
Maximum15
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile4
Q15
Median6
Q37
95-th percentile9
Maximum15
Range12
Interquartile range2

Descriptive statistics

Standard deviation1.5089
Coef of variation0.23631
Kurtosis1.5226
Mean6.3852
MAD1.179
Skewness0.8426
Sum9316
Variance2.2768
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 3. 3.5 4.5 5.5 6.5 ... 8.5 9.5 10.5 12.5 15. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
6 442 30.3%
 
7 320 21.9%
 
5 308 21.1%
 
8 160 11.0%
 
4 99 6.8%
 
9 68 4.7%
 
10 33 2.3%
 
11 14 1.0%
 
3 8 0.5%
 
12 5 0.3%
 
Other values (2) 2 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
3 8 0.5%
 
4 99 6.8%
 
5 308 21.1%
 
6 442 30.3%
 
7 320 21.9%
 

Maximum 5 values

ValueCountFrequency (%) 
15 1 0.1%
 
13 1 0.1%
 
12 5 0.3%
 
11 14 1.0%
 
10 33 2.3%
 

Utilities
Constant

This variable is constant and should be ignored for analysis

Constant valueAllPub

WoodDeckSF
Numeric

Distinct count263
Unique (%)18.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean93.175
Minimum0
Maximum1424
Zeros (%)52.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3168
95-th percentile319
Maximum1424
Range1424
Interquartile range168

Descriptive statistics

Standard deviation127.74
Coef of variation1.371
Kurtosis10.249
Mean93.175
MAD101.49
Skewness2.1308
Sum1.3594e+05
Variance16319
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 2. 21. 99.5 101. ... 212.5 320.5 501.5 687. 1424. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 762 52.2%
 
100 38 2.6%
 
192 32 2.2%
 
144 28 1.9%
 
168 28 1.9%
 
120 22 1.5%
 
140 14 1.0%
 
200 11 0.8%
 
240 10 0.7%
 
160 9 0.6%
 
Other values (253) 505 34.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 762 52.2%
 
4 1 0.1%
 
14 1 0.1%
 
16 1 0.1%
 
20 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1424 1 0.1%
 
870 1 0.1%
 
690 1 0.1%
 
684 1 0.1%
 
657 1 0.1%
 

YearBuilt
Numeric

Distinct count106
Unique (%)7.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1971.4
Minimum1879
Maximum2010
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1879
5-th percentile1915
Q11953
Median1973
Q32001
95-th percentile2007
Maximum2010
Range131
Interquartile range48

Descriptive statistics

Standard deviation30.39
Coef of variation0.015416
Kurtosis-0.57932
Mean1971.4
MAD25.425
Skewness-0.58766
Sum2.8762e+06
Variance923.56
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1879. 1898. 1900.5 1908.5 1911. ... 2002.5 2004.5 2007.5 2008.5 2010. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2005 78 5.3%
 
2006 71 4.9%
 
2007 60 4.1%
 
2004 45 3.1%
 
2003 43 2.9%
 
1999 27 1.9%
 
1920 27 1.9%
 
2008 26 1.8%
 
1910 26 1.8%
 
1956 25 1.7%
 
Other values (96) 1031 70.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1879 1 0.1%
 
1880 1 0.1%
 
1890 5 0.3%
 
1895 3 0.2%
 
1896 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2010 2 0.1%
 
2009 7 0.5%
 
2008 26 1.8%
 
2007 60 4.1%
 
2006 71 4.9%
 

YearRemodAdd
Numeric

Distinct count61
Unique (%)4.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1983.7
Minimum1950
Maximum2010
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1950
5-th percentile1950
Q11963
Median1992
Q32004
95-th percentile2007
Maximum2010
Range60
Interquartile range41

Descriptive statistics

Standard deviation21.13
Coef of variation0.010652
Kurtosis-1.4126
Mean1983.7
MAD19.272
Skewness-0.39991
Sum2.8942e+06
Variance446.5
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1950. 1950.5 1980.5 1989.5 1992.5 1997.5 2004.5 2007.5 2008.5 2010. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1950 183 12.5%
 
2006 105 7.2%
 
2007 88 6.0%
 
2005 68 4.7%
 
2004 49 3.4%
 
2000 49 3.4%
 
2003 48 3.3%
 
2008 41 2.8%
 
1998 41 2.8%
 
2002 34 2.3%
 
Other values (51) 753 51.6%
 

Minimum 5 values

ValueCountFrequency (%) 
1950 183 12.5%
 
1951 10 0.7%
 
1952 10 0.7%
 
1953 10 0.7%
 
1954 14 1.0%
 

Maximum 5 values

ValueCountFrequency (%) 
2010 7 0.5%
 
2009 11 0.8%
 
2008 41 2.8%
 
2007 88 6.0%
 
2006 105 7.2%
 

YrSold
Numeric

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2007.8
Minimum2006
Maximum2010
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2006
5-th percentile2006
Q12007
Median2008
Q32009
95-th percentile2010
Maximum2010
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.3017
Coef of variation0.00064835
Kurtosis-1.1148
Mean2007.8
MAD1.1229
Skewness0.16899
Sum2.9293e+06
Variance1.6945
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[2006. 2006.5 2010. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2007 363 24.9%
 
2008 318 21.8%
 
2009 309 21.2%
 
2006 305 20.9%
 
2010 164 11.2%
 

Minimum 5 values

ValueCountFrequency (%) 
2006 305 20.9%
 
2007 363 24.9%
 
2008 318 21.8%
 
2009 309 21.2%
 
2010 164 11.2%
 

Maximum 5 values

ValueCountFrequency (%) 
2010 164 11.2%
 
2009 309 21.2%
 
2008 318 21.8%
 
2007 363 24.9%
 
2006 305 20.9%
 

Correlations

Missing values

Sample

First rows

1stFlrSF2ndFlrSF3SsnPorchAlleyBedroomAbvGrBldgTypeBsmtCondBsmtExposureBsmtFinSF1BsmtFinSF2BsmtFinType1BsmtFinType2BsmtFullBathBsmtHalfBathBsmtQualBsmtUnfSFCentralAirCondition1Condition2ElectricalEnclosedPorchExterCondExterior1stExterior2ndExterQualFenceFireplaceQuFireplacesFoundationFullBathFunctionalGarageAreaGarageCarsGarageCondGarageFinishGarageQualGarageTypeGarageYrBltGrLivAreaHalfBathHeatingHeatingQCHouseStyleIdKitchenAbvGrKitchenQualLandContourLandSlopeLotAreaLotConfigLotFrontageLotShapeLowQualFinSFMasVnrAreaMasVnrTypeMiscFeatureMiscValMoSoldMSSubClassMSZoningNeighborhoodOpenPorchSFOverallCondOverallQualPavedDrivePoolAreaPoolQCRoofMatlRoofStyleSaleConditionSaleTypeScreenPorchStreetTotalBsmtSFTotRmsAbvGrdUtilitiesWoodDeckSFYearBuiltYearRemodAddYrSold
089600NaN21FamTANo468.0144.0RecLwQ0.00.0TA270.0YFeedrNormSBrkr0TAVinylSdVinylSdTAMnPrvNaN0CBlock1Typ730.01.0TAUnfTAAttchd1961.08960GasATA1Story14611TALvlGtl11622Inside80.0Reg00.0NoneNaN0620RHNAmes065Y0NaNCompShgGableNormalWD120Pave882.05AllPub140196119612010
1132900NaN31FamTANo923.00.0ALQUnf0.00.0TA406.0YNormNormSBrkr0TAWd SdngWd SdngTANaNNaN0CBlock1Typ312.01.0TAUnfTAAttchd1958.013291GasATA1Story14621GdLvlGtl14267Corner81.0IR10108.0BrkFaceGar212500620RLNAmes3666Y0NaNCompShgHipNormalWD0Pave1329.06AllPub393195819582010
29287010NaN31FamTANo791.00.0GLQUnf0.00.0Gd137.0YNormNormSBrkr0TAVinylSdVinylSdTAMnPrvTA1PConc2Typ482.02.0TAFinTAAttchd1997.016291GasAGd2Story14631TALvlGtl13830Inside74.0IR100.0NoneNaN0360RLGilbert3455Y0NaNCompShgGableNormalWD0Pave928.06AllPub212199719982010
39266780NaN31FamTANo602.00.0GLQUnf0.00.0TA324.0YNormNormSBrkr0TAVinylSdVinylSdTANaNGd1PConc2Typ470.02.0TAFinTAAttchd1998.016041GasAEx2Story14641GdLvlGtl9978Inside78.0IR1020.0BrkFaceNaN0660RLGilbert3666Y0NaNCompShgGableNormalWD0Pave926.07AllPub360199819982010
4128000NaN2TwnhsETANo263.00.0ALQUnf0.00.0Gd1017.0YNormNormSBrkr0TAHdBoardHdBoardGdNaNNaN0PConc2Typ506.02.0TARFnTAAttchd1992.012800GasAEx1Story14651GdHLSGtl5005Inside43.0IR100.0NoneNaN01120RLStoneBr8258Y0NaNCompShgGableNormalWD144Pave1280.05AllPub0199219922010
57638920NaN31FamTANo0.00.0UnfUnf0.00.0Gd763.0YNormNormSBrkr0TAHdBoardHdBoardTANaNTA1PConc2Typ440.02.0TAFinTAAttchd1993.016551GasAGd2Story14661TALvlGtl10000Corner75.0IR100.0NoneNaN0460RLGilbert8456Y0NaNCompShgGableNormalWD0Pave763.07AllPub157199319942010
6118700NaN31FamTANo935.00.0ALQUnf1.00.0Gd233.0YNormNormSBrkr0GdHdBoardHdBoardTAGdPrvNaN0PConc2Typ420.02.0TAFinTAAttchd1992.011870GasAEx1Story14671TALvlGtl7980InsideNaNIR100.0NoneShed500320RLGilbert2176Y0NaNCompShgGableNormalWD0Pave1168.06AllPub483199220072010
77896760NaN31FamTANo0.00.0UnfUnf0.00.0Gd789.0YNormNormSBrkr0TAVinylSdVinylSdTANaNGd1PConc2Typ393.02.0TAFinTAAttchd1998.014651GasAGd2Story14681TALvlGtl8402Inside63.0IR100.0NoneNaN0560RLGilbert7556Y0NaNCompShgGableNormalWD0Pave789.07AllPub0199819982010
8134100NaN21FamTAGd637.00.0GLQUnf1.00.0Gd663.0YNormNormSBrkr0TAHdBoardHdBoardTANaNPo1PConc1Typ506.02.0TAUnfTAAttchd1990.013411GasAGd1Story14691GdLvlGtl10176Inside85.0Reg00.0NoneNaN0220RLGilbert057Y0NaNCompShgGableNormalWD0Pave1300.05AllPub192199019902010
988200NaN21FamTANo804.078.0ALQRec1.00.0TA0.0YNormNormSBrkr0TAPlywoodPlywoodTAMnPrvNaN0CBlock1Typ525.02.0TAFinTAAttchd1970.08820GasATA1Story14701TALvlGtl8400Corner70.0Reg00.0NoneNaN0420RLNAmes054Y0NaNCompShgGableNormalWD0Pave882.04AllPub240197019702010

Last rows

1stFlrSF2ndFlrSF3SsnPorchAlleyBedroomAbvGrBldgTypeBsmtCondBsmtExposureBsmtFinSF1BsmtFinSF2BsmtFinType1BsmtFinType2BsmtFullBathBsmtHalfBathBsmtQualBsmtUnfSFCentralAirCondition1Condition2ElectricalEnclosedPorchExterCondExterior1stExterior2ndExterQualFenceFireplaceQuFireplacesFoundationFullBathFunctionalGarageAreaGarageCarsGarageCondGarageFinishGarageQualGarageTypeGarageYrBltGrLivAreaHalfBathHeatingHeatingQCHouseStyleIdKitchenAbvGrKitchenQualLandContourLandSlopeLotAreaLotConfigLotFrontageLotShapeLowQualFinSFMasVnrAreaMasVnrTypeMiscFeatureMiscValMoSoldMSSubClassMSZoningNeighborhoodOpenPorchSFOverallCondOverallQualPavedDrivePoolAreaPoolQCRoofMatlRoofStyleSaleConditionSaleTypeScreenPorchStreetTotalBsmtSFTotRmsAbvGrdUtilitiesWoodDeckSFYearBuiltYearRemodAddYrSold
144963000NaN1TwnhsTAAv522.00.0GLQUnf1.00.0Gd108.0YNormNormSBrkr0TACemntBdCmentBdTANaNNaN0CBlock1Typ0.00.0NaNNaNNaNNaNNaN6300GasATASFoyer29101TALvlGtl1470Inside21.0Reg00.0NoneNaN04180RMMeadowV064Y0NaNCompShgGableNormalWD0Pave630.03AllPub0197019702006
14505465460NaN3TwnhsETANo252.00.0RecUnf0.00.0TA294.0YNormNormSBrkr0TACemntBdCmentBdTANaNNaN0CBlock1Typ253.01.0FaUnfTAAttchd1972.010921GasATA2Story29111TALvlGtl1484Inside21.0Reg00.0NoneNaN05160RMMeadowV044Y0NaNCompShgGableNormalWD0Pave546.05AllPub0197219722006
1451136000NaN31FamTAAv119.0344.0RecBLQ1.00.0TA641.0YNormNormSBrkr0TAPlywoodPlywoodTANaNTA1PConc1Typ336.01.0TARFnTAAttchd1969.013600GasAFa1Story29121TALvlMod13384Inside80.0Reg0194.0BrkFaceNaN0520RLMitchel055Y0NaNCompShgGableNormalWD0Pave1104.08AllPub160196919792006
14525465460NaN3TwnhsTANo408.00.0RecUnf0.00.0TA138.0YNormNormSBrkr0TACemntBdCmentBdTANaNNaN0CBlock1Typ286.01.0TAUnfTACarPort1970.010921GasATA2Story29131TALvlGtl1533Inside21.0Reg00.0NoneNaN012160RMMeadowV054Y0NaNCompShgGableAbnormlWD0Pave546.05AllPub0197019702006
14535465460NaN3TwnhsTANo0.00.0UnfUnf0.00.0TA546.0YNormNormSBrkr0TACemntBdCmentBdTAGdPrvNaN0CBlock1Typ0.00.0NaNNaNNaNNaNNaN10921GasATA2Story29141TALvlGtl1526Inside21.0Reg00.0NoneNaN06160RMMeadowV3454Y0NaNCompShgGableNormalWD0Pave546.05AllPub0197019702006
14545465460NaN3TwnhsTANo0.00.0UnfUnf0.00.0TA546.0YNormNormSBrkr0TACemntBdCmentBdTANaNNaN0CBlock1Typ0.00.0NaNNaNNaNNaNNaN10921GasAGd2Story29151TALvlGtl1936Inside21.0Reg00.0NoneNaN06160RMMeadowV074Y0NaNCompShgGableNormalWD0Pave546.05AllPub0197019702006
14555465460NaN3TwnhsETANo252.00.0RecUnf0.00.0TA294.0YNormNormSBrkr0TACemntBdCmentBdTANaNNaN0CBlock1Typ286.01.0TAUnfTACarPort1970.010921GasATA2Story29161TALvlGtl1894Inside21.0Reg00.0NoneNaN04160RMMeadowV2454Y0NaNCompShgGableAbnormlWD0Pave546.06AllPub0197019702006
1456122400NaN41FamTANo1224.00.0ALQUnf1.00.0TA0.0YNormNormSBrkr0TAVinylSdVinylSdTANaNTA1CBlock1Typ576.02.0TAUnfTADetchd1960.012240GasAEx1Story29171TALvlGtl20000Inside160.0Reg00.0NoneNaN0920RLMitchel075Y0NaNCompShgGableAbnormlWD0Pave1224.07AllPub474196019962006
145797000NaN31FamTAAv337.00.0GLQUnf0.01.0Gd575.0YNormNormSBrkr0TAHdBoardWd ShngTAMnPrvNaN0PConc1Typ0.00.0NaNNaNNaNNaNNaN9700GasATASFoyer29181TALvlGtl10441Inside62.0Reg00.0NoneShed700785RLMitchel3255Y0NaNCompShgGableNormalWD0Pave912.06AllPub80199219922006
145899610040NaN31FamTAAv758.00.0LwQUnf0.00.0Gd238.0YNormNormSBrkr0TAHdBoardHdBoardTANaNTA1PConc2Typ650.03.0TAFinTAAttchd1993.020001GasAEx2Story29191TALvlMod9627Inside74.0Reg094.0BrkFaceNaN01160RLMitchel4857Y0NaNCompShgGableNormalWD0Pave996.09AllPub190199319942006